Dataset statistics

Number of variables	9
Number of observations	2000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	447
Duplicate rows (%)	22.4%
Total size in memory	140.8 KiB
Average record size in memory	72.1 B

Variable types

Numeric	9

Alerts

Dataset has 447 (22.4%) duplicate rows	Duplicates
`APL` is highly overall correlated with `Average Closeness` and 5 other fields	High correlation
`Assoratativity` is highly overall correlated with `Betweenness` and 1 other fields	High correlation
`Average Closeness` is highly overall correlated with `APL` and 5 other fields	High correlation
`Average Clustering Coefficient` is highly overall correlated with `APL` and 4 other fields	High correlation
`Betweenness` is highly overall correlated with `Assoratativity`	High correlation
`Density` is highly overall correlated with `APL` and 5 other fields	High correlation
`Diameter` is highly overall correlated with `APL` and 6 other fields	High correlation
`edges` is highly overall correlated with `APL` and 4 other fields	High correlation
`nodes` is highly overall correlated with `APL` and 5 other fields	High correlation

Reproduction

Analysis started	2024-12-07 21:01:19.958083
Analysis finished	2024-12-07 21:01:53.256703
Duration	33.3 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

nodes
Real number (ℝ)

High correlation

Distinct	93
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.3335

Minimum	10
Maximum	328
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	10
5-th percentile	10
Q1	13
median	18
Q3	30
95-th percentile	60.05
Maximum	328
Range	318
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	22.946101
Coefficient of variation (CV)	0.90576118
Kurtosis	52.217493
Mean	25.3335
Median Absolute Deviation (MAD)	7
Skewness	5.4568638
Sum	50667
Variance	526.52354
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	240	12.0%
12	124	6.2%
14	123	6.2%
10	119	5.9%
13	111	5.5%
16	88	4.4%
25	81	4.0%
17	73	3.6%
18	65	3.2%
20	65	3.2%
Other values (83)	911	45.6%

Value	Count	Frequency (%)
10	119	5.9%
11	240	12.0%
12	124	6.2%
13	111	5.5%
14	123	6.2%
15	64	3.2%
16	88	4.4%
17	73	3.6%
18	65	3.2%
19	57	2.9%

Value	Count	Frequency (%)
328	2	0.1%
312	1	0.1%
264	1	0.1%
154	2	0.1%
152	1	0.1%
143	1	0.1%
140	1	0.1%
139	1	0.1%
138	3	0.1%
133	2	0.1%

edges
Real number (ℝ)

High correlation

Distinct	209
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.571

Minimum	16
Maximum	900
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	16
5-th percentile	28
Q1	40
median	59
Q3	92
95-th percentile	209
Maximum	900
Range	884
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	74.395069
Coefficient of variation (CV)	0.9120284
Kurtosis	22.317605
Mean	81.571
Median Absolute Deviation (MAD)	24
Skewness	3.7650563
Sum	163142
Variance	5534.6263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	64	3.2%
34	60	3.0%
89	59	2.9%
31	53	2.6%
67	52	2.6%
46	50	2.5%
45	44	2.2%
36	39	1.9%
37	38	1.9%
30	37	1.8%
Other values (199)	1504	75.2%

Value	Count	Frequency (%)
16	2	0.1%
20	15	0.8%
22	3	0.1%
23	5	0.2%
24	12	0.6%
25	27	1.4%
26	20	1.0%
27	13	0.7%
28	27	1.4%
29	29	1.5%

Value	Count	Frequency (%)
900	1	0.1%
774	1	0.1%
679	2	0.1%
543	1	0.1%
530	2	0.1%
527	1	0.1%
525	3	0.1%
500	1	0.1%
474	1	0.1%
459	1	0.1%

APL
Real number (ℝ)

High correlation

Distinct	615
Distinct (%)	30.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0374969

Minimum	1.2
Maximum	8.9550048
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	1.2
5-th percentile	1.3333333
Q1	1.5054945
median	1.797119
Q3	2.2469064
95-th percentile	3.6116795
Maximum	8.9550048
Range	7.7550048
Interquartile range (IQR)	0.74141193

Descriptive statistics

Standard deviation	0.84018458
Coefficient of variation (CV)	0.41236115
Kurtosis	14.123904
Mean	2.0374969
Median Absolute Deviation (MAD)	0.34324679
Skewness	2.9989587
Sum	4074.9939
Variance	0.70591013
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.393939394	40	2.0%
2.166666667	38	1.9%
1.436363636	34	1.7%
1.4	30	1.5%
2.627705628	28	1.4%
2.862950058	25	1.2%
1.41025641	22	1.1%
1.355555556	21	1.1%
1.327272727	21	1.1%
4.850678733	20	1.0%
Other values (605)	1721	86.1%

Value	Count	Frequency (%)
1.2	1	0.1%
1.222222222	6	0.3%
1.244444444	14	0.7%
1.254545455	3	0.1%
1.272727273	4	0.2%
1.288888889	9	0.4%
1.290909091	10	0.5%
1.303030303	8	0.4%
1.311111111	8	0.4%
1.318181818	2	0.1%

Value	Count	Frequency (%)
8.955004848	2	0.1%
8.672314288	1	0.1%
8.511752506	1	0.1%
7.877854172	2	0.1%
7.164260208	1	0.1%
6.989096573	1	0.1%
6.198979592	2	0.1%
5.707865169	3	0.1%
5.493253226	1	0.1%
5.481920904	1	0.1%

Diameter
Real number (ℝ)

High correlation

Distinct	17
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9735

Minimum	2
Maximum	25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	2
median	3
Q3	5
95-th percentile	8
Maximum	25
Range	23
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.4332608
Coefficient of variation (CV)	0.61237217
Kurtosis	15.695612
Mean	3.9735
Median Absolute Deviation (MAD)	1
Skewness	3.0591962
Sum	7947
Variance	5.9207581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
3	569	28.4%
2	530	26.5%
4	366	18.3%
5	185	9.2%
6	170	8.5%
7	47	2.4%
8	41	2.1%
12	25	1.2%
11	18	0.9%
9	17	0.9%
Other values (7)	32	1.6%

Value	Count	Frequency (%)
2	530	26.5%
3	569	28.4%
4	366	18.3%
5	185	9.2%
6	170	8.5%
7	47	2.4%
8	41	2.1%
9	17	0.9%
10	12	0.6%
11	18	0.9%

Value	Count	Frequency (%)
25	2	0.1%
23	4	0.2%
18	2	0.1%
15	2	0.1%
14	5	0.2%
13	5	0.2%
12	25	1.2%
11	18	0.9%
10	12	0.6%
9	17	0.9%

Assoratativity
Real number (ℝ)

High correlation

Distinct	770
Distinct (%)	38.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.23294054

Minimum	-0.91257782
Maximum	0.58448753
Zeros	0
Zeros (%)	0.0%
Negative	1695
Negative (%)	84.8%
Memory size	15.8 KiB

Quantile statistics

Minimum	-0.91257782
5-th percentile	-0.57315104
Q1	-0.38623175
median	-0.25053822
Q3	-0.11734356
95-th percentile	0.18123743
Maximum	0.58448753
Range	1.4970654
Interquartile range (IQR)	0.26888818

Descriptive statistics

Standard deviation	0.22891095
Coefficient of variation (CV)	-0.9827012
Kurtosis	0.3728695
Mean	-0.23294054
Median Absolute Deviation (MAD)	0.13448503
Skewness	0.50338159
Sum	-465.88108
Variance	0.052400222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1607995977	34	1.7%
-0.2134632418	32	1.6%
0.1846122112	28	1.4%
-0.5486415425	26	1.3%
-0.02912621359	25	1.2%
-0.3440150801	20	1.0%
-0.06014347681	20	1.0%
-0.5267347751	20	1.0%
-0.1926484449	19	0.9%
-0.5355375947	18	0.9%
Other values (760)	1758	87.9%

Value	Count	Frequency (%)
-0.9125778165	3	0.1%
-0.767286155	4	0.2%
-0.7115260903	3	0.1%
-0.7080426412	2	0.1%
-0.7042390811	4	0.2%
-0.7016912754	1	0.1%
-0.6969368093	1	0.1%
-0.6866267977	4	0.2%
-0.6585554829	2	0.1%
-0.6573821424	2	0.1%

Value	Count	Frequency (%)
0.5844875346	3	0.1%
0.5797786379	2	0.1%
0.5103965184	5	0.2%
0.5034770515	2	0.1%
0.4829253994	2	0.1%
0.4342291372	4	0.2%
0.4111776447	2	0.1%
0.4035087719	1	0.1%
0.3967556607	1	0.1%
0.3766081871	2	0.1%

Average Clustering Coefficient
Real number (ℝ)

High correlation

Distinct	767
Distinct (%)	38.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6366164

Minimum	0.06984127
Maximum	0.87878788
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.06984127
5-th percentile	0.38070376
Q1	0.55634921
median	0.64586833
Q3	0.73498951
95-th percentile	0.82140917
Maximum	0.87878788
Range	0.80894661
Interquartile range (IQR)	0.1786403

Descriptive statistics

Standard deviation	0.1299174
Coefficient of variation (CV)	0.20407486
Kurtosis	0.5257483
Mean	0.6366164
Median Absolute Deviation (MAD)	0.089347807
Skewness	-0.70911565
Sum	1273.2328
Variance	0.016878531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5516248196	34	1.7%
0.7103174603	32	1.6%
0.6627705628	28	1.4%
0.531024531	26	1.3%
0.2790816327	25	1.2%
0.8426406926	20	1.0%
0.7477022977	20	1.0%
0.5890942391	20	1.0%
0.7143578644	19	0.9%
0.6149342692	18	0.9%
Other values (757)	1758	87.9%

Value	Count	Frequency (%)
0.06984126984	2	0.1%
0.263350018	1	0.1%
0.2655334861	4	0.2%
0.2671325052	1	0.1%
0.268695441	1	0.1%
0.2747047191	1	0.1%
0.2758612915	1	0.1%
0.2776334776	2	0.1%
0.2787110233	11	0.5%
0.2790816327	25	1.2%

Value	Count	Frequency (%)
0.8787878788	3	0.1%
0.8766666667	2	0.1%
0.8603174603	3	0.1%
0.8587301587	1	0.1%
0.8545454545	3	0.1%
0.851031746	2	0.1%
0.8509637188	1	0.1%
0.8509157509	5	0.2%
0.85	1	0.1%
0.8486291486	2	0.1%

Average Closeness
Real number (ℝ)

High correlation

Distinct	769
Distinct (%)	38.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.55812087

Minimum	0.11593541
Maximum	0.84055944
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.11593541
5-th percentile	0.28712806
Q1	0.45311053
median	0.56737743
Q3	0.68537088
95-th percentile	0.76410776
Maximum	0.84055944
Range	0.72462404
Interquartile range (IQR)	0.23226035

Descriptive statistics

Standard deviation	0.14946965
Coefficient of variation (CV)	0.26780875
Kurtosis	-0.49244422
Mean	0.55812087
Median Absolute Deviation (MAD)	0.11551349
Skewness	-0.42739785
Sum	1116.2417
Variance	0.022341177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4710592785	34	1.7%
0.7259808411	32	1.6%
0.3932615665	28	1.4%
0.7086313864	26	1.3%
0.3586407408	25	1.2%
0.2138985476	20	1.0%
0.7812897886	20	1.0%
0.7270487391	20	1.0%
0.735844601	19	0.9%
0.3835086322	18	0.9%
Other values (759)	1758	87.9%

Value	Count	Frequency (%)
0.1159354051	2	0.1%
0.1204600062	1	0.1%
0.1224359253	1	0.1%
0.1343551539	2	0.1%
0.1462396687	1	0.1%
0.1500268795	1	0.1%
0.1667121785	2	0.1%
0.1799134641	3	0.1%
0.1855237279	1	0.1%
0.1893544945	1	0.1%

Value	Count	Frequency (%)
0.8405594406	3	0.1%
0.8404545455	1	0.1%
0.8369230769	1	0.1%
0.8296853147	2	0.1%
0.8226923077	3	0.1%
0.8195104895	3	0.1%
0.8177428632	3	0.1%
0.8163286713	5	0.2%
0.8120979021	3	0.1%
0.8071625344	1	0.1%

Betweenness
Real number (ℝ)

High correlation

Distinct	676
Distinct (%)	33.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04877071

Minimum	0.014877931
Maximum	0.16483516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.014877931
5-th percentile	0.026554622
Q1	0.036363636
median	0.043449837
Q3	0.056384409
95-th percentile	0.089880952
Maximum	0.16483516
Range	0.14995723
Interquartile range (IQR)	0.020020772

Descriptive statistics

Standard deviation	0.019348086
Coefficient of variation (CV)	0.39671529
Kurtosis	1.8808968
Mean	0.04877071
Median Absolute Deviation (MAD)	0.0088393563
Skewness	1.3181406
Sum	97.541421
Variance	0.00037434844
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.03939393939	37	1.8%
0.04444444444	37	1.8%
0.05072463768	34	1.7%
0.08138528139	28	1.4%
0.04848484848	28	1.4%
0.04657375145	25	1.2%
0.0372960373	22	1.1%
0.03636363636	21	1.1%
0.07701357466	20	1.0%
0.03113553114	19	0.9%
Other values (666)	1729	86.5%

Value	Count	Frequency (%)
0.01487793124	1	0.1%
0.0151024112	1	0.1%
0.0154210373	2	0.1%
0.01648052162	2	0.1%
0.01656590992	1	0.1%
0.01699291332	2	0.1%
0.01729196729	1	0.1%
0.01753040719	1	0.1%
0.01795215739	3	0.1%
0.01798746017	4	0.2%

Value	Count	Frequency (%)
0.1648351648	1	0.1%
0.1208791209	1	0.1%
0.1179487179	1	0.1%
0.1159712344	1	0.1%
0.1142191142	3	0.1%
0.1138888889	2	0.1%
0.1131313131	3	0.1%
0.1123188406	2	0.1%
0.1121212121	1	0.1%
0.1111111111	1	0.1%

Density
Real number (ℝ)

High correlation

Distinct	518
Distinct (%)	25.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.37262646

Minimum	0.012661296
Maximum	0.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.012661296
5-th percentile	0.10842845
Q1	0.22132384
median	0.35789474
Q3	0.51666667
95-th percentile	0.66666667
Maximum	0.8
Range	0.7873387
Interquartile range (IQR)	0.29534283

Descriptive statistics

Standard deviation	0.17961086
Coefficient of variation (CV)	0.48201315
Kurtosis	-1.0028615
Mean	0.37262646
Median Absolute Deviation (MAD)	0.14902874
Skewness	0.16146996
Sum	745.25293
Variance	0.03226006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6060606061	46	2.3%
0.5636363636	42	2.1%
0.2966666667	34	1.7%
0.29004329	30	1.5%
0.5454545455	30	1.5%
0.6181818182	30	1.5%
0.1161440186	25	1.2%
0.5897435897	22	1.1%
0.4945054945	22	1.1%
0.4545454545	21	1.1%
Other values (508)	1698	84.9%

Value	Count	Frequency (%)
0.01266129634	2	0.1%
0.01855058125	1	0.1%
0.0222951953	1	0.1%
0.03417366947	1	0.1%
0.03773584906	2	0.1%
0.0430138157	1	0.1%
0.04316099984	1	0.1%
0.04498769205	2	0.1%
0.04534440983	1	0.1%
0.04693069307	1	0.1%

Value	Count	Frequency (%)
0.8	1	0.1%
0.7777777778	6	0.3%
0.7555555556	14	0.7%
0.7454545455	3	0.1%
0.7272727273	4	0.2%
0.7111111111	9	0.4%
0.7090909091	10	0.5%
0.696969697	8	0.4%
0.6888888889	8	0.4%
0.6818181818	2	0.1%

	APL	Assoratativity	Average Closeness	Average Clustering Coefficient	Betweenness	Density	Diameter	edges	nodes
APL	1.000	0.427	-0.999	-0.593	0.315	-0.938	0.941	0.675	0.832
Assoratativity	0.427	1.000	-0.429	-0.341	0.557	-0.213	0.510	0.013	0.113
Average Closeness	-0.999	-0.429	1.000	0.602	-0.306	0.941	-0.938	-0.682	-0.837
Average Clustering Coefficient	-0.593	-0.341	0.602	1.000	-0.104	0.640	-0.589	-0.481	-0.577
Betweenness	0.315	0.557	-0.306	-0.104	1.000	-0.043	0.386	-0.411	-0.209
Density	-0.938	-0.213	0.941	0.640	-0.043	1.000	-0.844	-0.816	-0.940
Diameter	0.941	0.510	-0.938	-0.589	0.386	-0.844	1.000	0.575	0.728
edges	0.675	0.013	-0.682	-0.481	-0.411	-0.816	0.575	1.000	0.959
nodes	0.832	0.113	-0.837	-0.577	-0.209	-0.940	0.728	0.959	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	nodes	edges	APL	Diameter	Assoratativity	Average Clustering Coefficient	Average Closeness	Betweenness	Density
0	328	679	8.955005	23	-0.077738	0.339162	0.115935	0.024402	0.012661
1	328	679	8.955005	23	-0.077738	0.339162	0.115935	0.024402	0.012661
2	312	900	8.672314	23	-0.117133	0.473454	0.120460	0.024749	0.018551
3	264	774	8.511753	23	-0.119562	0.451163	0.122436	0.028671	0.022295
4	154	530	7.877854	25	-0.059332	0.596666	0.134355	0.045249	0.044988
5	154	530	7.877854	25	-0.059332	0.596666	0.134355	0.045249	0.044988
6	152	543	4.610840	10	-0.363301	0.509261	0.222532	0.024072	0.047316
7	143	500	5.493253	12	-0.256302	0.542282	0.185524	0.031867	0.049247
8	140	459	5.053546	12	-0.115060	0.560048	0.203340	0.029374	0.047174
9	139	527	3.650089	9	-0.284605	0.544859	0.286796	0.019344	0.054947

	nodes	edges	APL	Diameter	Assoratativity	Average Clustering Coefficient	Average Closeness	Betweenness	Density
1990	10	28	1.377778	2	-0.370031	0.723730	0.742258	0.047222	0.622222
1991	10	27	1.488889	3	-0.143795	0.714762	0.702254	0.061111	0.600000
1992	10	20	1.688889	3	-0.257143	0.782381	0.613176	0.086111	0.444444
1993	10	27	1.488889	3	-0.143795	0.714762	0.702254	0.061111	0.600000
1994	10	30	1.333333	2	-0.300505	0.729048	0.764076	0.041667	0.666667
1995	10	30	1.333333	2	-0.419271	0.766667	0.772961	0.041667	0.666667
1996	10	32	1.288889	2	-0.252014	0.778254	0.791384	0.036111	0.711111
1997	10	24	1.511111	3	-0.145038	0.580000	0.671923	0.063889	0.533333
1998	10	31	1.311111	2	-0.454803	0.813730	0.783137	0.038889	0.688889
1999	10	20	1.911111	3	-0.153846	0.876667	0.533198	0.113889	0.444444

Most frequently occurring

	nodes	edges	APL	Diameter	Assoratativity	Average Clustering Coefficient	Average Closeness	Betweenness	Density	# duplicates
301	25	89	2.166667	5	0.160800	0.551625	0.471059	0.050725	0.296667	34
87	12	40	1.393939	2	-0.213463	0.710317	0.725981	0.039394	0.606061	32
272	22	67	2.627706	6	0.184612	0.662771	0.393262	0.081385	0.290043	28
48	11	31	1.436364	2	-0.548642	0.531025	0.708631	0.048485	0.563636	26
394	42	100	2.862950	6	-0.029126	0.279082	0.358641	0.046574	0.116144	25
70	11	37	1.327273	2	-0.526735	0.842641	0.781290	0.036364	0.672727	20
116	13	46	1.410256	2	-0.344015	0.747702	0.727049	0.037296	0.589744	20
416	52	179	4.850679	12	-0.060143	0.589094	0.213899	0.077014	0.134992	20
152	14	57	1.373626	2	-0.192648	0.714358	0.735845	0.031136	0.626374	19
353	32	89	2.691532	6	-0.535538	0.614934	0.383509	0.056384	0.179435	18

Overview

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring